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» On demand classification of data streams
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CIDM
2007
IEEE
15 years 6 months ago
A Prototype-driven Framework for Change Detection in Data Stream Classification
This paper presents a prototype-driven framework for classifying evolving data streams. Our framework uses cluster prototypes to summarize the data and to determine whether the cur...
Hamed Valizadegan, Pang-Ning Tan
EDBT
2009
ACM
92views Database» more  EDBT 2009»
15 years 4 months ago
Indexing density models for incremental learning and anytime classification on data streams
Thomas Seidl, Ira Assent, Philipp Kranen, Ralph Kr...
MTA
2007
79views more  MTA 2007»
14 years 11 months ago
Segmentation and recognition of motion capture data stream by classification
Chuanjun Li, Punit R. Kulkarni, B. Prabhakaran
AUSAI
2006
Springer
15 years 3 months ago
Voting Massive Collections of Bayesian Network Classifiers for Data Streams
Abstract. We present a new method for voting exponential (in the number of attributes) size sets of Bayesian classifiers in polynomial time with polynomial memory requirements. Tra...
Remco R. Bouckaert